Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "81"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 81 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 66 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 64 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])]) 

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 81, Node N07:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459882 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.017626 0.356486 -0.587542 15.447348 -0.010406 29.127167 0.311410 1.212158 0.6437 0.6408 0.3876 nan nan
2459881 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.068033 0.748521 -0.544843 27.997487 0.801040 34.555670 0.054762 5.569420 0.6988 0.6815 0.3273 nan nan
2459880 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.169641 0.224351 -0.446829 19.872624 0.004060 29.526065 -0.018904 0.829963 0.6496 0.6322 0.3913 nan nan
2459879 digital_ok 100.00% 100.00% 100.00% 0.00% - - -0.475418 -0.503602 -0.306267 5.488621 -0.427006 27.948241 -0.114138 1.162362 0.0645 0.0896 0.0206 nan nan
2459878 digital_ok 100.00% 51.31% 51.31% 0.00% - - 0.192057 0.891061 0.179259 25.156200 -0.390081 36.252231 0.394987 2.697603 0.3571 0.3714 0.1876 nan nan
2459876 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.295110 0.272815 -0.146568 18.562414 0.469856 28.582739 0.328273 2.457835 0.6734 0.6360 0.3894 nan nan
2459875 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.381187 -0.710931 -0.200412 10.446178 0.180449 23.565928 -0.321758 0.420484 0.6890 0.6919 0.3924 nan nan
2459874 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.307260 -0.975764 -0.365988 8.284307 1.141994 8.479701 0.176621 0.803969 0.6732 0.6469 0.3778 nan nan
2459873 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.386900 -0.405574 -0.707629 3.513291 0.057541 20.097759 -0.502402 0.262439 0.6762 0.6571 0.3823 nan nan
2459872 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.185603 -0.559246 0.028005 8.249262 0.740493 21.396372 0.092786 0.074943 0.6695 0.6525 0.3867 nan nan
2459871 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.190519 -0.731101 -0.305932 10.647954 0.914334 11.948662 -0.181060 -0.573152 0.6830 0.6549 0.3816 nan nan
2459870 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.091476 -0.111837 0.019359 14.097335 1.290250 38.884264 1.781303 2.345676 0.6807 0.6462 0.3883 nan nan
2459869 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459868 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.013759 -0.563636 -1.021288 8.986686 0.620130 22.711814 0.114617 -0.325814 0.6620 0.6485 0.4089 nan nan
2459867 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.003835 -0.445463 -0.459306 4.050493 0.606525 18.906243 0.245587 -0.258546 0.6819 0.6624 0.4020 nan nan
2459866 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.014404 -0.235025 -0.189761 3.596176 1.120506 23.896928 -0.562706 -0.694759 0.6830 0.6669 0.3948 nan nan
2459865 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.374988 -0.873253 -1.023995 3.268103 1.092612 3.715410 -0.519244 -0.433562 0.7036 0.6846 0.3676 nan nan
2459864 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.573478 -1.552366 1.832827 3.448074 1.115788 2.850413 0.104834 0.218054 0.6622 0.6469 0.4094 nan nan
2459863 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.581611 -1.319723 0.812523 1.266669 -0.357735 4.916161 -0.304069 -0.588740 0.6558 0.6400 0.4005 nan nan
2459862 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.210506 0.542168 1.402216 3.424188 -0.442593 8.389114 -0.435286 -0.501312 0.6401 0.6646 0.4081 nan nan
2459861 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459860 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.035052 0.329483 0.995853 4.913449 1.316654 7.217092 -0.040172 -0.421295 0.6788 0.6326 0.4174 nan nan
2459859 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.104296 -0.533480 0.719585 1.984808 -0.762289 6.082851 -0.291690 -0.202959 0.6889 0.6490 0.4053 nan nan
2459858 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.085037 -0.533852 0.795013 1.872873 -1.026380 14.577222 -0.360757 0.009736 0.6963 0.6515 0.4201 3.036206 2.640456
2459857 digital_ok 100.00% 100.00% 100.00% 0.00% - - 0.625179 2.135771 -2.104272 -1.727997 0.510131 5.496954 -1.360340 1.826020 0.0308 0.0263 0.0029 nan nan
2459856 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.753342 0.423516 0.710626 2.609263 -0.014299 9.768152 0.149761 0.274349 0.6877 0.6703 0.4003 2.805216 2.580494
2459855 digital_ok 0.00% 0.00% 0.00% 0.00% 4.58% 0.00% -1.352784 0.857664 0.661320 1.594202 -0.777107 3.617941 -0.724559 -0.624106 0.6652 0.6939 0.4286 1.737778 1.590264
2459854 digital_ok 0.00% 0.00% 0.00% 0.00% 8.93% 0.00% -1.577568 0.845767 0.084951 0.820503 -0.694318 1.494009 0.303502 0.207043 0.6824 0.7116 0.4332 1.589343 1.494375
2459853 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 1.12% -0.810099 0.111861 0.201859 1.104945 0.659403 1.890814 -0.389318 -0.420957 0.7142 0.6691 0.4255 1.797371 1.641607
2459852 digital_ok 0.00% 0.00% 0.00% 0.00% 8.65% 10.81% -1.054561 -0.675712 0.558130 1.015824 0.751049 0.671049 0.711351 1.449779 0.8025 0.8172 0.2504 3.473566 3.652128
2459847 digital_ok 0.00% 0.00% 0.00% 0.00% 3.74% 0.00% -0.264971 0.119901 -0.915366 -0.149287 0.468265 0.824682 -0.702938 -0.773791 0.6974 0.6664 0.4324 1.608320 1.504605
2459846 digital_ok 0.00% 0.00% 0.00% 0.00% 33.33% 0.00% 0.407666 0.049255 0.158836 0.006651 0.600960 -0.141178 0.345239 -0.462297 0.8270 0.6637 0.5045 1.549903 1.482451
2459845 digital_ok 0.00% 0.00% 0.00% 0.00% 98.34% 1.66% 1.111563 0.836613 -0.801668 -0.561620 -0.483703 2.157544 -0.493887 -1.678846 0.6960 0.7217 0.3889 0.000000 0.000000
2459844 digital_ok 100.00% 100.00% 100.00% 0.00% - - 0.999399 3.577437 13.289326 10.687950 1.234274 0.907421 -1.458954 2.050684 0.0301 0.0264 0.0028 nan nan
2459843 digital_ok 0.00% 0.66% 0.66% 0.00% 16.30% 2.17% 0.664979 0.683038 0.848861 2.090341 0.188733 0.312344 1.857390 1.252111 0.7258 0.7387 0.3938 1.831410 1.715685
2459840 digital_ok 0.00% 100.00% 100.00% 0.00% - - 3.646771 0.273471 1.232211 0.689897 -0.942004 -0.061279 -1.940424 0.031844 0.0270 0.0252 0.0016 nan nan
2459839 digital_ok 100.00% - - - - - 0.922024 0.540206 14.547392 12.881959 1.519121 2.893922 3.143032 20.756470 nan nan nan nan nan
2459838 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.263813 0.565940 1.252216 2.716942 0.964360 2.884944 -0.656435 -0.520174 0.7356 0.7051 0.4119 1.734003 1.612505
2459835 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.620525 -0.091470 -0.724078 1.745882 -1.709813 0.500449 -0.649482 0.021456 0.0421 0.0388 0.0066 nan nan
2459833 digital_ok 0.00% 100.00% 100.00% 0.00% - - 0.274618 0.286080 1.922096 2.669461 -1.210182 0.377429 -1.210836 0.442227 0.0582 0.0702 0.0082 nan nan
2459832 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -0.267862 0.505093 -0.775543 2.291415 -0.639932 -0.218021 -0.058522 -1.148724 0.8032 0.5318 0.5670 1.821698 1.816549
2459831 digital_ok 100.00% 0.00% 55.11% 0.00% - - 2.585154 2.249982 18.137729 15.990185 3.655132 2.734674 -1.537775 0.431425 0.5602 0.3020 0.0491 nan nan
2459830 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -0.019294 0.847566 -0.925744 3.897589 0.294407 1.890439 0.760295 -1.702527 0.8035 0.5539 0.5411 1.829915 1.645435
2459829 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.272043 2.361848 -0.739230 4.073973 1.209317 3.385381 1.816421 -0.259877 0.7440 0.6703 0.4075 8.478023 7.080784
2459828 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.026908 1.912141 -0.252656 2.967620 0.618291 2.691045 16.003105 5.027754 0.8013 0.5533 0.5297 3.792528 4.189075
2459827 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.342416 1.291717 -0.704063 5.347754 0.584832 1.747652 2.696634 -0.248434 0.7389 0.6726 0.4147 8.868701 8.184833
2459826 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.337222 1.590679 -0.557115 4.532236 2.021621 4.978538 0.951084 -0.916974 0.7934 0.5485 0.5161 8.189087 9.256673
2459825 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 1.757514 1.160466 -0.383347 2.604829 0.142518 1.645967 1.225814 -0.268839 0.7955 0.5752 0.5052 2.582659 2.354438
2459824 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -0.075586 0.855161 -0.988985 3.802246 -0.441363 1.265718 -0.095900 -0.811205 0.6980 0.7382 0.3758 1.839648 1.950303
2459823 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.359388 2.555322 -0.271483 3.438580 1.025106 5.515841 2.108575 0.114578 0.7463 0.6466 0.4578 69.611679 33.388479
2459822 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.970423 3.151389 -0.159520 3.956960 0.318805 3.388112 1.447914 -0.335059 0.7915 0.5841 0.4977 5.209807 4.916065
2459821 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.306040 3.648455 -0.040698 4.199743 -1.075373 2.688631 -0.435743 -1.050026 0.7871 0.6010 0.5030 4.447530 4.486574
2459820 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.097187 2.151252 -0.787865 4.921032 4.578584 8.010041 3.497725 0.740878 0.7504 0.6816 0.4306 4.390712 4.077330
2459817 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.716260 2.542550 -0.261488 3.172678 -0.344675 4.508395 1.493084 -0.242725 0.7942 0.6345 0.4960 3.943641 3.527449
2459816 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.014240 1.880976 -0.520492 3.936131 -0.004250 4.970214 2.038547 -0.629299 0.8349 0.5792 0.5940 3.232673 3.185014
2459815 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.262832 2.700046 -0.379715 3.116586 0.025175 5.108778 1.166067 0.404472 0.7912 0.6523 0.5008 3.847112 3.683272
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.420465 5.698306 -0.931397 3.263273 3.407454 11.845650 2.176355 0.589934 0.7777 0.7238 0.4024 10.435827 8.275018

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 81: 2459882

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Temporal Variability 29.127167 0.356486 0.017626 15.447348 -0.587542 29.127167 -0.010406 1.212158 0.311410

Antenna 81: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Temporal Variability 34.555670 0.748521 -0.068033 27.997487 -0.544843 34.555670 0.801040 5.569420 0.054762

Antenna 81: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Temporal Variability 29.526065 0.224351 -0.169641 19.872624 -0.446829 29.526065 0.004060 0.829963 -0.018904

Antenna 81: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Temporal Variability 27.948241 -0.503602 -0.475418 5.488621 -0.306267 27.948241 -0.427006 1.162362 -0.114138

Antenna 81: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Temporal Variability 36.252231 0.891061 0.192057 25.156200 0.179259 36.252231 -0.390081 2.697603 0.394987

Antenna 81: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Temporal Variability 28.582739 -0.295110 0.272815 -0.146568 18.562414 0.469856 28.582739 0.328273 2.457835

Antenna 81: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Temporal Variability 23.565928 -0.381187 -0.710931 -0.200412 10.446178 0.180449 23.565928 -0.321758 0.420484

Antenna 81: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Temporal Variability 8.479701 0.307260 -0.975764 -0.365988 8.284307 1.141994 8.479701 0.176621 0.803969

Antenna 81: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Temporal Variability 20.097759 -0.386900 -0.405574 -0.707629 3.513291 0.057541 20.097759 -0.502402 0.262439

Antenna 81: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Temporal Variability 21.396372 -0.559246 -0.185603 8.249262 0.028005 21.396372 0.740493 0.074943 0.092786

Antenna 81: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Temporal Variability 11.948662 -0.731101 -0.190519 10.647954 -0.305932 11.948662 0.914334 -0.573152 -0.181060

Antenna 81: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Temporal Variability 38.884264 0.091476 -0.111837 0.019359 14.097335 1.290250 38.884264 1.781303 2.345676

Antenna 81: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
81 N07 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 81: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Temporal Variability 22.711814 -0.013759 -0.563636 -1.021288 8.986686 0.620130 22.711814 0.114617 -0.325814

Antenna 81: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Temporal Variability 18.906243 -0.003835 -0.445463 -0.459306 4.050493 0.606525 18.906243 0.245587 -0.258546

Antenna 81: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Temporal Variability 23.896928 -0.235025 0.014404 3.596176 -0.189761 23.896928 1.120506 -0.694759 -0.562706

Antenna 81: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Temporal Variability 3.715410 -0.374988 -0.873253 -1.023995 3.268103 1.092612 3.715410 -0.519244 -0.433562

Antenna 81: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Power 3.448074 -1.552366 -1.573478 3.448074 1.832827 2.850413 1.115788 0.218054 0.104834

Antenna 81: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Temporal Variability 4.916161 -1.581611 -1.319723 0.812523 1.266669 -0.357735 4.916161 -0.304069 -0.588740

Antenna 81: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Temporal Variability 8.389114 -1.210506 0.542168 1.402216 3.424188 -0.442593 8.389114 -0.435286 -0.501312

Antenna 81: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 81: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Temporal Variability 7.217092 -1.035052 0.329483 0.995853 4.913449 1.316654 7.217092 -0.040172 -0.421295

Antenna 81: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Temporal Variability 6.082851 -1.104296 -0.533480 0.719585 1.984808 -0.762289 6.082851 -0.291690 -0.202959

Antenna 81: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Temporal Variability 14.577222 -0.533852 -1.085037 1.872873 0.795013 14.577222 -1.026380 0.009736 -0.360757

Antenna 81: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Temporal Variability 5.496954 2.135771 0.625179 -1.727997 -2.104272 5.496954 0.510131 1.826020 -1.360340

Antenna 81: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Temporal Variability 9.768152 -0.753342 0.423516 0.710626 2.609263 -0.014299 9.768152 0.149761 0.274349

Antenna 81: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Temporal Variability 3.617941 0.857664 -1.352784 1.594202 0.661320 3.617941 -0.777107 -0.624106 -0.724559

Antenna 81: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Temporal Variability 1.494009 0.845767 -1.577568 0.820503 0.084951 1.494009 -0.694318 0.207043 0.303502

Antenna 81: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Temporal Variability 1.890814 0.111861 -0.810099 1.104945 0.201859 1.890814 0.659403 -0.420957 -0.389318

Antenna 81: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Temporal Discontinuties 1.449779 -1.054561 -0.675712 0.558130 1.015824 0.751049 0.671049 0.711351 1.449779

Antenna 81: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Temporal Variability 0.824682 0.119901 -0.264971 -0.149287 -0.915366 0.824682 0.468265 -0.773791 -0.702938

Antenna 81: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
81 N07 digital_ok ee Temporal Variability 0.600960 0.407666 0.049255 0.158836 0.006651 0.600960 -0.141178 0.345239 -0.462297

Antenna 81: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Temporal Variability 2.157544 0.836613 1.111563 -0.561620 -0.801668 2.157544 -0.483703 -1.678846 -0.493887

Antenna 81: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
81 N07 digital_ok ee Power 13.289326 0.999399 3.577437 13.289326 10.687950 1.234274 0.907421 -1.458954 2.050684

Antenna 81: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Power 2.090341 0.683038 0.664979 2.090341 0.848861 0.312344 0.188733 1.252111 1.857390

Antenna 81: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
81 N07 digital_ok ee Shape 3.646771 3.646771 0.273471 1.232211 0.689897 -0.942004 -0.061279 -1.940424 0.031844

Antenna 81: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Temporal Discontinuties 20.756470 0.540206 0.922024 12.881959 14.547392 2.893922 1.519121 20.756470 3.143032

Antenna 81: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Temporal Variability 2.884944 0.565940 0.263813 2.716942 1.252216 2.884944 0.964360 -0.520174 -0.656435

Antenna 81: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Power 1.745882 -0.091470 -0.620525 1.745882 -0.724078 0.500449 -1.709813 0.021456 -0.649482

Antenna 81: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Power 2.669461 0.286080 0.274618 2.669461 1.922096 0.377429 -1.210182 0.442227 -1.210836

Antenna 81: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Power 2.291415 -0.267862 0.505093 -0.775543 2.291415 -0.639932 -0.218021 -0.058522 -1.148724

Antenna 81: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
81 N07 digital_ok ee Power 18.137729 2.585154 2.249982 18.137729 15.990185 3.655132 2.734674 -1.537775 0.431425

Antenna 81: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Power 3.897589 -0.019294 0.847566 -0.925744 3.897589 0.294407 1.890439 0.760295 -1.702527

Antenna 81: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Power 4.073973 2.361848 -0.272043 4.073973 -0.739230 3.385381 1.209317 -0.259877 1.816421

Antenna 81: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
81 N07 digital_ok ee Temporal Discontinuties 16.003105 1.912141 1.026908 2.967620 -0.252656 2.691045 0.618291 5.027754 16.003105

Antenna 81: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Power 5.347754 1.342416 1.291717 -0.704063 5.347754 0.584832 1.747652 2.696634 -0.248434

Antenna 81: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Temporal Variability 4.978538 1.590679 0.337222 4.532236 -0.557115 4.978538 2.021621 -0.916974 0.951084

Antenna 81: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Power 2.604829 1.160466 1.757514 2.604829 -0.383347 1.645967 0.142518 -0.268839 1.225814

Antenna 81: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Power 3.802246 -0.075586 0.855161 -0.988985 3.802246 -0.441363 1.265718 -0.095900 -0.811205

Antenna 81: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Temporal Variability 5.515841 2.555322 0.359388 3.438580 -0.271483 5.515841 1.025106 0.114578 2.108575

Antenna 81: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Power 3.956960 0.970423 3.151389 -0.159520 3.956960 0.318805 3.388112 1.447914 -0.335059

Antenna 81: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Power 4.199743 3.648455 1.306040 4.199743 -0.040698 2.688631 -1.075373 -1.050026 -0.435743

Antenna 81: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Temporal Variability 8.010041 1.097187 2.151252 -0.787865 4.921032 4.578584 8.010041 3.497725 0.740878

Antenna 81: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Temporal Variability 4.508395 0.716260 2.542550 -0.261488 3.172678 -0.344675 4.508395 1.493084 -0.242725

Antenna 81: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Temporal Variability 4.970214 1.880976 -0.014240 3.936131 -0.520492 4.970214 -0.004250 -0.629299 2.038547

Antenna 81: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Temporal Variability 5.108778 2.700046 0.262832 3.116586 -0.379715 5.108778 0.025175 0.404472 1.166067

Antenna 81: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 81: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Temporal Variability 11.845650 5.698306 1.420465 3.263273 -0.931397 11.845650 3.407454 0.589934 2.176355

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